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Automation Risk Analysis

Will “Roving Color Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Roving Color Checker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Roving Color Checker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Collect or select samples for testing or for use as models.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Notify supervisors or other personnel of production problems.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Recommend necessary corrective actions, based on inspection results.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

  • Analyze test data, making computations as necessary, to determine test results.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Compute defect percentages or averages, using formulas and calculators.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

Technologies & Software

  • Verisurf Metrology
  • Microsoft SharePoint
  • Microsoft Office software
  • Gemini (Google)
  • Autodesk AutoCAD
  • Microsoft PowerPoint
  • FileMaker Pro
  • Tolerance analysis software
  • Microsoft Excel
  • Computer-aided inspection software
  • Llama (Meta)
  • Grok (xAI)
  • Microsoft Visio
  • Microsoft Word
  • Mastercam computer-aided design and manufacturing software
  • Kimi (Moonshot AI)
  • Qwen (Alibaba)
  • Extensible markup language XML
  • IBM Notes
  • Sight Machine AI
  • Rockwell Automation AI
  • Dassault Systemes SolidWorks
  • Minitab
  • Cognex Vision AI
  • Apache Pig
  • Atlassian JIRA
  • Wilcox Associates PC-DMIS Inspection Planner
  • Data analysis software
  • Mastercam Design
  • The MathWorks MATLAB
  • Mistral (Mistral AI)
  • Design of experiments DOE software
  • Coordinate measuring machine software
  • Siemens Industrial AI
  • Statistical process control SPC data collection devices
  • Structured query language SQL
  • DeepSeek
  • Data entry software
  • IBM Lotus Notes
  • Nova (Amazon)
  • Selenium
  • Computer assisted design software
  • SAP software
  • Label inspection systems
  • R
  • Microsoft Access
  • Claude (Anthropic)
  • Apache Hive
  • Cybermetrics GAGETrak
  • Dassault Systemes CATIA
  • Skype
  • ChatGPT (OpenAI)
  • ABB AI Robotics
  • Microsoft Outlook
  • Database software
  • Inspection marking systems
  • Medical condition coding software
  • Metallurgical microscopes
  • Eddy current probes
  • Utrasonic flaw detectors
  • Capacitive acceleration instruments
  • Overhead cranes
  • Resistivity meters
  • Laser shearography flaw detectors
  • Digital resistance meters
  • Calipers
  • Depth gauges
  • Magnetic particle flaw detectors
  • Verisurf 3Dgage
  • Resistance meters
  • Plotters
  • Frequency meters
  • Radiographic flaw detectors
  • Gloss meters
  • Measuring microscopes
  • Ammeters
  • Fatigue testers
  • Strain gauges
  • Tensile testers
  • Manufacturing defect analyzers MDA
  • Linear or mixed signal equipment
  • Holographic interferometers
  • Beta gauges
  • Personal computers
  • Optical comparators
  • Sampling oscilloscopes
  • Verisurf CMM Master
  • Null-balance acceleration instruments
  • Hydraulic lifts
  • Compression testers
  • Frequency counters
  • Printed circuit board PCB testers
  • Power meters
  • Calorimetric leak testers
  • Impact hammers
  • Laser thickness gauges
  • Signal generators
  • Hipot testers
  • Multimeters
  • Pin gauges
  • Hardness testers
  • Thread gauges
  • Height gauges
  • Pulse generators
  • Bit error rate testers BERT
  • Hydraulic pumps
  • Digital voltmeters DVM
  • Industrial bench scales
  • Bubble leak testers
  • Return loss calibrator RLC passive component testers
  • Backplane testers
  • Force transducers
  • Plug gauges
  • Micrometers
  • Direct current DC power testers
  • Magnetic induction acceleration instruments
  • Environmental chambers
  • Verisurf Master3DGage
  • Digital resistance thermometers
  • Eddy current flaw detectors
  • Forklifts
  • Penetrant flaw detectors
  • Color spectrometers
  • Continuity testers
  • Coordinate measuring machines CMM
  • Viscometers
  • Shear testers
  • Mass flow leak testers
  • Logic test systems
  • In-circuit testers
  • Moisture meters
  • Digital multimeters
  • Accelerometers
  • Function generators
  • Ductility testers
  • Pi tapes
  • Vibration and shaker systems
  • Resonance acceleration instruments
  • Sorting machines
  • Conductivity meters
  • Shock testers
  • Optical gauges
  • Piezoelectric acceleration instruments
  • Creep and stress relaxation testers
  • Impact toughness testers

Alternative Job Titles